Overview

Brought to you by YData

Dataset statistics

Number of variables	25
Number of observations	7049
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	200.0 B

Variable types

Text	6
DateTime	3
Categorical	9
Numeric	7

Alerts

`age_category` is highly overall correlated with `age_of_patient` and 4 other fields	High correlation
`age_of_patient` is highly overall correlated with `age_category` and 1 other fields	High correlation
`base_encounter_cost` is highly overall correlated with `description` and 1 other fields	High correlation
`code` is highly overall correlated with `age_category` and 2 other fields	High correlation
`description` is highly overall correlated with `age_category` and 3 other fields	High correlation
`encounter_class` is highly overall correlated with `base_encounter_cost` and 2 other fields	High correlation
`income` is highly overall correlated with `income_category`	High correlation
`income_category` is highly overall correlated with `income` and 1 other fields	High correlation
`marital` is highly overall correlated with `age_category` and 1 other fields	High correlation
`payer_coverage` is highly overall correlated with `total_claim_cost`	High correlation
`payer_id` is highly overall correlated with `age_category` and 1 other fields	High correlation
`total_claim_cost` is highly overall correlated with `payer_coverage`	High correlation
`ethnicity` is highly imbalanced (55.0%)	Imbalance
`code` is highly skewed (γ1 = 59.35486139)	Skewed
`length_of_stay_hours` is highly skewed (γ1 = 31.33577056)	Skewed
`encounter_id` has unique values	Unique
`payer_coverage` has 1930 (27.4%) zeros	Zeros

Reproduction

Analysis started	2024-12-03 00:13:10.404251
Analysis finished	2024-12-03 00:13:19.864798
Duration	9.46 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

encounter_id
Text

Unique

Distinct	7049
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	253764
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7049 ?
Unique (%)	100.0%

Sample

1st row	294d0dab-907e-8fce-7a47-0c0d322a5734
2nd row	2ccec874-cbaa-e280-7abb-f2bc2b603961
3rd row	953c5138-ce17-4084-3432-1ac23f184528
4th row	17dd3b88-0b85-2b6f-c342-c9d6cf5315cb
5th row	0b03e41b-06a6-66fa-b972-acc5a83b134a

Value	Count	Frequency (%)
d1cea2e5-1735-089f-c72f-22ad16976663	1	< 0.1%
8fb043ba-08be-2a3a-1011-c3019f2b7d07	1	< 0.1%
294d0dab-907e-8fce-7a47-0c0d322a5734	1	< 0.1%
2ccec874-cbaa-e280-7abb-f2bc2b603961	1	< 0.1%
953c5138-ce17-4084-3432-1ac23f184528	1	< 0.1%
17dd3b88-0b85-2b6f-c342-c9d6cf5315cb	1	< 0.1%
0b03e41b-06a6-66fa-b972-acc5a83b134a	1	< 0.1%
1617912a-d228-1f6c-ed9b-d8fb39ef0a32	1	< 0.1%
3606e65a-a4da-810c-ef6b-ddbf6da17952	1	< 0.1%
ab6384eb-f097-86af-81c7-dda8af228f77	1	< 0.1%
Other values (7039)	7039	99.9%

Most occurring characters

Value	Count	Frequency (%)
-	28196	11.1%
c	14291	5.6%
b	14275	5.6%
7	14271	5.6%
0	14244	5.6%
d	14158	5.6%
2	14114	5.6%
a	14101	5.6%
4	14086	5.6%
f	14069	5.5%
Other values (7)	97959	38.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
c	14291	5.6%
b	14275	5.6%
7	14271	5.6%
0	14244	5.6%
d	14158	5.6%
2	14114	5.6%
a	14101	5.6%
4	14086	5.6%
f	14069	5.5%
Other values (7)	97959	38.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
c	14291	5.6%
b	14275	5.6%
7	14271	5.6%
0	14244	5.6%
d	14158	5.6%
2	14114	5.6%
a	14101	5.6%
4	14086	5.6%
f	14069	5.5%
Other values (7)	97959	38.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
c	14291	5.6%
b	14275	5.6%
7	14271	5.6%
0	14244	5.6%
d	14158	5.6%
2	14114	5.6%
a	14101	5.6%
4	14086	5.6%
f	14069	5.5%
Other values (7)	97959	38.6%

start_time
Date

Distinct	7014
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Minimum	1931-04-21 11:59:06
Maximum	2024-11-04 08:21:17

Histogram with fixed size bins (bins=50)

stop_time
Date

Distinct	7045
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Minimum	1931-04-21 12:19:24
Maximum	2024-11-05 00:34:10

Histogram with fixed size bins (bins=50)

patient_id
Text

Distinct	106
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	253764
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	30a6452c-4297-a1ac-977a-6a23237c7b46
2nd row	30a6452c-4297-a1ac-977a-6a23237c7b46
3rd row	30a6452c-4297-a1ac-977a-6a23237c7b46
4th row	30a6452c-4297-a1ac-977a-6a23237c7b46
5th row	30a6452c-4297-a1ac-977a-6a23237c7b46

Value	Count	Frequency (%)
4f159375-4ee4-36ab-b464-6d38f6ff2dae	700	9.9%
d1622e8b-d26b-ec81-ffcb-ec4bf2af385b	691	9.8%
d27273f0-f62d-7d7f-746d-4565f35cf176	546	7.7%
655baba7-47ed-22ac-2093-1196ebb44928	393	5.6%
cb1b46a1-9cb5-1187-ccc5-9fb7b98aa957	252	3.6%
f3884e8a-8b36-1e93-66dd-e910dfab2ef5	248	3.5%
bad5a231-3709-952a-cf44-f8d6a52cc214	243	3.4%
14dc5e57-1b84-3305-c042-86c9fc7e4996	141	2.0%
17e0bdef-4558-cc1d-2d44-90868cad827b	115	1.6%
65016a46-14f4-d19a-f82f-10299aba4c14	99	1.4%
Other values (96)	3621	51.4%

Most occurring characters

Value	Count	Frequency (%)
-	28196	11.1%
f	17548	6.9%
6	16408	6.5%
4	15945	6.3%
2	15897	6.3%
b	15779	6.2%
e	14615	5.8%
d	14534	5.7%
7	14034	5.5%
5	13986	5.5%
Other values (7)	86822	34.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
f	17548	6.9%
6	16408	6.5%
4	15945	6.3%
2	15897	6.3%
b	15779	6.2%
e	14615	5.8%
d	14534	5.7%
7	14034	5.5%
5	13986	5.5%
Other values (7)	86822	34.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
f	17548	6.9%
6	16408	6.5%
4	15945	6.3%
2	15897	6.3%
b	15779	6.2%
e	14615	5.8%
d	14534	5.7%
7	14034	5.5%
5	13986	5.5%
Other values (7)	86822	34.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
f	17548	6.9%
6	16408	6.5%
4	15945	6.3%
2	15897	6.3%
b	15779	6.2%
e	14615	5.8%
d	14534	5.7%
7	14034	5.5%
5	13986	5.5%
Other values (7)	86822	34.2%

organization_id
Text

Distinct	251
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	253764
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	38 ?
Unique (%)	0.5%

Sample

1st row	f2068cee-c75c-321d-9b2c-c33535db89c9
2nd row	f2068cee-c75c-321d-9b2c-c33535db89c9
3rd row	db106514-f254-3402-b6a4-6d210c78c7e2
4th row	f8918a95-31e8-3ac4-8d12-29ca6080ebda
5th row	f2068cee-c75c-321d-9b2c-c33535db89c9

Value	Count	Frequency (%)
6170552c-4d27-3e64-8068-64a380f1837d	717	10.2%
0d1570ab-371c-3898-9397-95905d8c5166	646	9.2%
ce4d0501-49eb-396a-bc56-545fdfc624b0	566	8.0%
38508743-50d1-3429-8fe2-37e42ddaf20e	485	6.9%
c272e12f-e154-3fee-b05d-b7c0cab2657d	205	2.9%
845fbd9b-2d1c-39a8-8261-28ae40e4fab2	183	2.6%
2836d9ac-c6a6-39d1-8f13-fdf0fc8928f4	165	2.3%
e59fb2d5-508c-38c6-af2e-21d8216dd2b0	160	2.3%
5018c664-e283-30eb-932a-529d9a19b3b5	125	1.8%
ea8d287f-b3a9-3800-8798-788e334ee406	107	1.5%
Other values (241)	3690	52.3%

Most occurring characters

Value	Count	Frequency (%)
-	28196	11.1%
3	18351	7.2%
8	17255	6.8%
0	16782	6.6%
5	15616	6.2%
6	14478	5.7%
d	14345	5.7%
9	14139	5.6%
4	13966	5.5%
2	13725	5.4%
Other values (7)	86911	34.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	18351	7.2%
8	17255	6.8%
0	16782	6.6%
5	15616	6.2%
6	14478	5.7%
d	14345	5.7%
9	14139	5.6%
4	13966	5.5%
2	13725	5.4%
Other values (7)	86911	34.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	18351	7.2%
8	17255	6.8%
0	16782	6.6%
5	15616	6.2%
6	14478	5.7%
d	14345	5.7%
9	14139	5.6%
4	13966	5.5%
2	13725	5.4%
Other values (7)	86911	34.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	18351	7.2%
8	17255	6.8%
0	16782	6.6%
5	15616	6.2%
6	14478	5.7%
d	14345	5.7%
9	14139	5.6%
4	13966	5.5%
2	13725	5.4%
Other values (7)	86911	34.2%

provider_id
Text

Distinct	251
Distinct (%)	3.6%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	253764
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	38 ?
Unique (%)	0.5%

Sample

1st row	c3d07214-c20f-3f33-ad41-0e55adf5b024
2nd row	c3d07214-c20f-3f33-ad41-0e55adf5b024
3rd row	2c4b7d17-0ded-3e16-b5eb-6dda1d6a81bb
4th row	b4d9fbc9-fdca-369d-bbba-019479923f08
5th row	c3d07214-c20f-3f33-ad41-0e55adf5b024

Value	Count	Frequency (%)
5cbe7b88-71ba-3b7c-b027-ab8324c29eef	717	10.2%
8ba9dc63-e8c2-383a-9031-314602010985	646	9.2%
d946aa55-e4bc-3444-a5e2-1333c809aed2	566	8.0%
ab0d6460-0522-3dd7-a8a9-8dffa8b3cd1d	485	6.9%
5dfdc01b-32a6-35ad-84b1-9bbfebcd55a4	205	2.9%
e25d4fb8-95fd-396b-bd2a-974be06b00fc	183	2.6%
3b55f437-786a-34f2-9c07-8dd10fdae467	165	2.3%
c9b58d6b-45da-3a51-8644-8fcee6382e1d	160	2.3%
3ea4ea33-cbe6-3f5f-a6fb-253ecdd58071	125	1.8%
465384bd-0282-3ed1-8329-bc70c094a505	107	1.5%
Other values (241)	3690	52.3%

Most occurring characters

Value	Count	Frequency (%)
-	28196	11.1%
3	20801	8.2%
b	17668	7.0%
a	17398	6.9%
8	15829	6.2%
2	14261	5.6%
d	14089	5.6%
9	14026	5.5%
5	13573	5.3%
0	13150	5.2%
Other values (7)	84773	33.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	20801	8.2%
b	17668	7.0%
a	17398	6.9%
8	15829	6.2%
2	14261	5.6%
d	14089	5.6%
9	14026	5.5%
5	13573	5.3%
0	13150	5.2%
Other values (7)	84773	33.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	20801	8.2%
b	17668	7.0%
a	17398	6.9%
8	15829	6.2%
2	14261	5.6%
d	14089	5.6%
9	14026	5.5%
5	13573	5.3%
0	13150	5.2%
Other values (7)	84773	33.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	20801	8.2%
b	17668	7.0%
a	17398	6.9%
8	15829	6.2%
2	14261	5.6%
d	14089	5.6%
9	14026	5.5%
5	13573	5.3%
0	13150	5.2%
Other values (7)	84773	33.4%

payer_id
Categorical

High correlation

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

a735bf55-83e9-331a-899d-a82a60b9f60c	3155
e03e23c9-4df1-3eb6-a62d-f70f02301496	759
df166300-5a78-3502-a46a-832842197811	725
26aab0cd-6aba-3e1b-ac5b-05c8867e762c	613
b046940f-1664-3047-bca7-dfa76be352a4	566
Other values (5)	1231

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	253764
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	d31fccc3-1767-390d-966a-22a5156f4219
2nd row	d31fccc3-1767-390d-966a-22a5156f4219
3rd row	d31fccc3-1767-390d-966a-22a5156f4219
4th row	d31fccc3-1767-390d-966a-22a5156f4219
5th row	d31fccc3-1767-390d-966a-22a5156f4219

Common Values

Value	Count	Frequency (%)
a735bf55-83e9-331a-899d-a82a60b9f60c	3155	44.8%
e03e23c9-4df1-3eb6-a62d-f70f02301496	759	10.8%
df166300-5a78-3502-a46a-832842197811	725	10.3%
26aab0cd-6aba-3e1b-ac5b-05c8867e762c	613	8.7%
b046940f-1664-3047-bca7-dfa76be352a4	566	8.0%
d31fccc3-1767-390d-966a-22a5156f4219	424	6.0%
0133f751-9229-3cfd-815f-b6d4979bdd6a	346	4.9%
8fa6c185-e44e-3e34-8bd8-39be8694f4ce	220	3.1%
734afbd6-4794-363b-9bc0-6a3981533ed5	176	2.5%
d18ef2e6-ef40-324c-be54-34a5ee865625	65	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
a735bf55-83e9-331a-899d-a82a60b9f60c	3155	44.8%
e03e23c9-4df1-3eb6-a62d-f70f02301496	759	10.8%
df166300-5a78-3502-a46a-832842197811	725	10.3%
26aab0cd-6aba-3e1b-ac5b-05c8867e762c	613	8.7%
b046940f-1664-3047-bca7-dfa76be352a4	566	8.0%
d31fccc3-1767-390d-966a-22a5156f4219	424	6.0%
0133f751-9229-3cfd-815f-b6d4979bdd6a	346	4.9%
8fa6c185-e44e-3e34-8bd8-39be8694f4ce	220	3.1%
734afbd6-4794-363b-9bc0-6a3981533ed5	176	2.5%
d18ef2e6-ef40-324c-be54-34a5ee865625	65	0.9%

Most occurring characters

Value	Count	Frequency (%)
-	28196	11.1%
3	23732	9.4%
a	22148	8.7%
9	19053	7.5%
6	19029	7.5%
0	15456	6.1%
8	15343	6.0%
5	15079	5.9%
f	13076	5.2%
b	12944	5.1%
Other values (7)	69708	27.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	23732	9.4%
a	22148	8.7%
9	19053	7.5%
6	19029	7.5%
0	15456	6.1%
8	15343	6.0%
5	15079	5.9%
f	13076	5.2%
b	12944	5.1%
Other values (7)	69708	27.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	23732	9.4%
a	22148	8.7%
9	19053	7.5%
6	19029	7.5%
0	15456	6.1%
8	15343	6.0%
5	15079	5.9%
f	13076	5.2%
b	12944	5.1%
Other values (7)	69708	27.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	253764	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	28196	11.1%
3	23732	9.4%
a	22148	8.7%
9	19053	7.5%
6	19029	7.5%
0	15456	6.1%
8	15343	6.0%
5	15079	5.9%
f	13076	5.2%
b	12944	5.1%
Other values (7)	69708	27.5%

encounter_class
Categorical

High correlation

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

ambulatory	4117
wellness	1281
outpatient	984
urgentcare	313
emergency	246
Other values (5)	108

Length

Max length	10
Median length	10
Mean length	9.556391
Min length	3

Characters and Unicode

Total characters	67363
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	wellness
2nd row	wellness
3rd row	emergency
4th row	ambulatory
5th row	wellness

Common Values

Value	Count	Frequency (%)
ambulatory	4117	58.4%
wellness	1281	18.2%
outpatient	984	14.0%
urgentcare	313	4.4%
emergency	246	3.5%
inpatient	56	0.8%
home	21	0.3%
virtual	12	0.2%
snf	11	0.2%
hospice	8	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
ambulatory	4117	58.4%
wellness	1281	18.2%
outpatient	984	14.0%
urgentcare	313	4.4%
emergency	246	3.5%
inpatient	56	0.8%
home	21	0.3%
virtual	12	0.2%
snf	11	0.2%
hospice	8	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	9599	14.2%
t	7506	11.1%
l	6691	9.9%
u	5426	8.1%
o	5130	7.6%
r	5001	7.4%
e	4995	7.4%
m	4384	6.5%
y	4363	6.5%
b	4117	6.1%
Other values (10)	10151	15.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	67363	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	9599	14.2%
t	7506	11.1%
l	6691	9.9%
u	5426	8.1%
o	5130	7.6%
r	5001	7.4%
e	4995	7.4%
m	4384	6.5%
y	4363	6.5%
b	4117	6.1%
Other values (10)	10151	15.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	67363	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	9599	14.2%
t	7506	11.1%
l	6691	9.9%
u	5426	8.1%
o	5130	7.6%
r	5001	7.4%
e	4995	7.4%
m	4384	6.5%
y	4363	6.5%
b	4117	6.1%
Other values (10)	10151	15.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	67363	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	9599	14.2%
t	7506	11.1%
l	6691	9.9%
u	5426	8.1%
o	5130	7.6%
r	5001	7.4%
e	4995	7.4%
m	4384	6.5%
y	4363	6.5%
b	4117	6.1%
Other values (10)	10151	15.1%

code
Real number (ℝ)

High correlation Skewed

Distinct	45
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.288151 × 10¹¹

Minimum	1505002
Maximum	4.53131 × 10¹⁴
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	1505002
5-th percentile	1.62673 × 10⁸
Q1	1.85347 × 10⁸
median	1.85347 × 10⁸
Q3	3.0833501 × 10⁸
95-th percentile	6.98314 × 10⁸
Maximum	4.53131 × 10¹⁴
Range	4.53131 × 10¹⁴
Interquartile range (IQR)	1.2298801 × 10⁸

Descriptive statistics

Standard deviation	7.6320985 × 10¹²
Coefficient of variation (CV)	59.248478
Kurtosis	3521.9989
Mean	1.288151 × 10¹¹
Median Absolute Deviation (MAD)	2002
Skewness	59.354861
Sum	9.0801762 × 10¹⁴
Variance	5.8248927 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
185347001	2371	33.6%
185349003	1207	17.1%
162673000	843	12.0%
410620009	432	6.1%
185345009	361	5.1%
424619006	318	4.5%
702927004	311	4.4%
308335008	226	3.2%
33879002	136	1.9%
698314001	135	1.9%
Other values (35)	709	10.1%

Value	Count	Frequency (%)
1505002	1	< 0.1%
32485007	21	0.3%
33879002	136	1.9%
50849002	130	1.8%
56876005	7	0.1%
79094001	2	< 0.1%
86013001	2	< 0.1%
162673000	843	12.0%
169762003	35	0.5%
170837001	2	< 0.1%

Value	Count	Frequency (%)
4.531310001 × 10¹⁴	2	< 0.1%
702927004	311	4.4%
698314001	135	1.9%
439740005	43	0.6%
439708006	21	0.3%
424619006	318	4.5%
424441002	52	0.7%
410620009	432	6.1%
410410006	7	0.1%
397821002	1	< 0.1%

description
Categorical

High correlation

Distinct	45
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Encounter for problem (procedure)	2371
Encounter for check up (procedure)	1207
General examination of patient (procedure)	843
Well child visit (procedure)	432
Encounter for symptom (procedure)	361
Other values (40)	1835

Length

Max length	75
Median length	70
Mean length	34.982693
Min length	19

Characters and Unicode

Total characters	246593
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	8 ?
Unique (%)	0.1%

Sample

1st row	General examination of patient (procedure)
2nd row	General examination of patient (procedure)
3rd row	Emergency room admission (procedure)
4th row	Encounter for check up (procedure)
5th row	General examination of patient (procedure)

Common Values

Value	Count	Frequency (%)
Encounter for problem (procedure)	2371	33.6%
Encounter for check up (procedure)	1207	17.1%
General examination of patient (procedure)	843	12.0%
Well child visit (procedure)	432	6.1%
Encounter for symptom (procedure)	361	5.1%
Prenatal visit (regime/therapy)	318	4.5%
Urgent care clinic (environment)	311	4.4%
Patient encounter procedure (procedure)	226	3.2%
Administration of vaccine to produce active immunity (procedure)	136	1.9%
Consultation for treatment (procedure)	135	1.9%
Other values (35)	709	10.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
procedure	6565	21.7%
encounter	4300	14.2%
for	4083	13.5%
problem	2371	7.8%
check	1207	4.0%
up	1207	4.0%
patient	1070	3.5%
of	981	3.2%
visit	902	3.0%
general	843	2.8%
Other values (78)	6695	22.2%

Most occurring characters

Value	Count	Frequency (%)
e	30045	12.2%
r	27954	11.3%
	23175	9.4%
o	21745	8.8%
n	15908	6.5%
c	15548	6.3%
u	12810	5.2%
p	12372	5.0%
t	12290	5.0%
i	8574	3.5%
Other values (34)	66172	26.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	246593	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	30045	12.2%
r	27954	11.3%
	23175	9.4%
o	21745	8.8%
n	15908	6.5%
c	15548	6.3%
u	12810	5.2%
p	12372	5.0%
t	12290	5.0%
i	8574	3.5%
Other values (34)	66172	26.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	246593	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	30045	12.2%
r	27954	11.3%
	23175	9.4%
o	21745	8.8%
n	15908	6.5%
c	15548	6.3%
u	12810	5.2%
p	12372	5.0%
t	12290	5.0%
i	8574	3.5%
Other values (34)	66172	26.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	246593	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	30045	12.2%
r	27954	11.3%
	23175	9.4%
o	21745	8.8%
n	15908	6.5%
c	15548	6.3%
u	12810	5.2%
p	12372	5.0%
t	12290	5.0%
i	8574	3.5%
Other values (34)	66172	26.8%

base_encounter_cost
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	108.44756

Minimum	75
Maximum	146.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	75
5-th percentile	85.55
Q1	85.55
median	85.55
Q3	136.8
95-th percentile	142.58
Maximum	146.18
Range	71.18
Interquartile range (IQR)	51.25

Descriptive statistics

Standard deviation	27.050623
Coefficient of variation (CV)	0.24943507
Kurtosis	-1.8477948
Mean	108.44756
Median Absolute Deviation (MAD)	0
Skewness	0.35037511
Sum	764446.83
Variance	731.73623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
85.55	4042	57.3%
142.58	1372	19.5%
136.8	1281	18.2%
146.18	258	3.7%
87.71	44	0.6%
128.53	21	0.3%
110.92	11	0.2%
137.53	8	0.1%
75	6	0.1%
125	6	0.1%

Value	Count	Frequency (%)
75	6	0.1%
85.55	4042	57.3%
87.71	44	0.6%
110.92	11	0.2%
125	6	0.1%
128.53	21	0.3%
136.8	1281	18.2%
137.53	8	0.1%
142.58	1372	19.5%
146.18	258	3.7%

Value	Count	Frequency (%)
146.18	258	3.7%
142.58	1372	19.5%
137.53	8	0.1%
136.8	1281	18.2%
128.53	21	0.3%
125	6	0.1%
110.92	11	0.2%
87.71	44	0.6%
85.55	4042	57.3%
75	6	0.1%

total_claim_cost
Real number (ℝ)

High correlation

Distinct	2317
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2236.3992

Minimum	75
Maximum	67764.63
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	75
5-th percentile	85.55
Q1	535.87
median	879.52
Q3	1791.03
95-th percentile	9605.398
Maximum	67764.63
Range	67689.63
Interquartile range (IQR)	1255.16

Descriptive statistics

Standard deviation	4834.4294
Coefficient of variation (CV)	2.1617023
Kurtosis	56.253927
Mean	2236.3992
Median Absolute Deviation (MAD)	491.45
Skewness	6.5009818
Sum	15764378
Variance	23371708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
535.87	707	10.0%
85.55	375	5.3%
234.71	322	4.6%
1791.03	232	3.3%
3105.35	220	3.1%
704.2	176	2.5%
3536.75	172	2.4%
142.58	141	2.0%
516.95	140	2.0%
278.58	138	2.0%
Other values (2307)	4426	62.8%

Value	Count	Frequency (%)
75	1	< 0.1%
85.55	375	5.3%
87.71	20	0.3%
92.93	18	0.3%
120.06	3	< 0.1%
128.94	1	< 0.1%
136.13	1	< 0.1%
136.8	22	0.3%
142.58	141	2.0%
146.18	79	1.1%

Value	Count	Frequency (%)
67764.63	1	< 0.1%
66384.16	1	< 0.1%
59855.16	1	< 0.1%
57848.21	1	< 0.1%
56814.68	1	< 0.1%
55941.6	1	< 0.1%
54058.11	1	< 0.1%
53912.98	1	< 0.1%
53540.6	1	< 0.1%
53025.01	1	< 0.1%

payer_coverage
Real number (ℝ)

High correlation Zeros

Distinct	2405
Distinct (%)	34.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1541.4883

Minimum	0
Maximum	56814.68
Zeros	1930
Zeros (%)	27.4%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	436.6
Q3	1103.8
95-th percentile	7838.588
Maximum	56814.68
Range	56814.68
Interquartile range (IQR)	1103.8

Descriptive statistics

Standard deviation	3869.6898
Coefficient of variation (CV)	2.5103595
Kurtosis	56.916004
Mean	1541.4883
Median Absolute Deviation (MAD)	436.6
Skewness	6.3081185
Sum	10865951
Variance	14974499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1930	27.4%
428.7	605	8.6%
187.76	228	3.2%
1432.82	187	2.7%
2484.28	83	1.2%
68.44	75	1.1%
2829.4	61	0.9%
535.87	45	0.6%
35.55	44	0.6%
413.56	37	0.5%
Other values (2395)	3754	53.3%

Value	Count	Frequency (%)
0	1930	27.4%
0.94	1	< 0.1%
2.06	1	< 0.1%
2.82	1	< 0.1%
3.83	1	< 0.1%
3.95	1	< 0.1%
6.58	1	< 0.1%
11.63	1	< 0.1%
12.46	1	< 0.1%
15.49	1	< 0.1%

Value	Count	Frequency (%)
56814.68	1	< 0.1%
55891.6	1	< 0.1%
54211.38	1	< 0.1%
54008.11	1	< 0.1%
53107.32	1	< 0.1%
51188.06	1	< 0.1%
50101.53	1	< 0.1%
43721.15	1	< 0.1%
41113.3	1	< 0.1%
40941.51	1	< 0.1%

reason_code
Text

Distinct	106
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	17
Median length	15
Mean length	9.3620372
Min length	7

Characters and Unicode

Total characters	65993
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	23 ?
Unique (%)	0.3%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	125605004.0
4th row	359817006.0
5th row	Unknown

Value	Count	Frequency (%)
unknown	2436	34.6%
431857002.0	1162	16.5%
46177005.0	673	9.5%
72892002.0	392	5.6%
103697008.0	325	4.6%
389095005.0	323	4.6%
66383009.0	317	4.5%
254837009.0	158	2.2%
444814009.0	91	1.3%
82423001.0	83	1.2%
Other values (96)	1089	15.4%

Most occurring characters

Value	Count	Frequency (%)
0	15075	22.8%
n	7308	11.1%
.	4613	7.0%
7	4121	6.2%
2	3573	5.4%
5	3435	5.2%
1	3363	5.1%
8	3289	5.0%
3	3195	4.8%
4	3026	4.6%
Other values (6)	14995	22.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	65993	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	15075	22.8%
n	7308	11.1%
.	4613	7.0%
7	4121	6.2%
2	3573	5.4%
5	3435	5.2%
1	3363	5.1%
8	3289	5.0%
3	3195	4.8%
4	3026	4.6%
Other values (6)	14995	22.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	65993	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	15075	22.8%
n	7308	11.1%
.	4613	7.0%
7	4121	6.2%
2	3573	5.4%
5	3435	5.2%
1	3363	5.1%
8	3289	5.0%
3	3195	4.8%
4	3026	4.6%
Other values (6)	14995	22.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	65993	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	15075	22.8%
n	7308	11.1%
.	4613	7.0%
7	4121	6.2%
2	3573	5.4%
5	3435	5.2%
1	3363	5.1%
8	3289	5.0%
3	3195	4.8%
4	3026	4.6%
Other values (6)	14995	22.7%

reason_description
Text

Distinct	106
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Length

Max length	78
Median length	76
Mean length	25.039722
Min length	7

Characters and Unicode

Total characters	176505
Distinct characters	54
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	23 ?
Unique (%)	0.3%

Sample

1st row	Unknown
2nd row	Unknown
3rd row	Fracture of bone (disorder)
4th row	Closed fracture of hip (disorder)
5th row	Unknown

Value	Count	Frequency (%)
disorder	3290	14.6%
unknown	2436	10.8%
disease	1870	8.3%
chronic	1267	5.6%
kidney	1173	5.2%
4	1162	5.2%
stage	1162	5.2%
care	694	3.1%
renal	689	3.1%
end-stage	673	3.0%
Other values (204)	8112	36.0%

Most occurring characters

Value	Count	Frequency (%)
e	17595	10.0%
n	16890	9.6%
	15486	8.8%
r	14680	8.3%
i	13629	7.7%
d	12080	6.8%
s	11167	6.3%
o	10516	6.0%
a	9903	5.6%
t	6612	3.7%
Other values (44)	47947	27.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	176505	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	17595	10.0%
n	16890	9.6%
	15486	8.8%
r	14680	8.3%
i	13629	7.7%
d	12080	6.8%
s	11167	6.3%
o	10516	6.0%
a	9903	5.6%
t	6612	3.7%
Other values (44)	47947	27.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	176505	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	17595	10.0%
n	16890	9.6%
	15486	8.8%
r	14680	8.3%
i	13629	7.7%
d	12080	6.8%
s	11167	6.3%
o	10516	6.0%
a	9903	5.6%
t	6612	3.7%
Other values (44)	47947	27.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	176505	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	17595	10.0%
n	16890	9.6%
	15486	8.8%
r	14680	8.3%
i	13629	7.7%
d	12080	6.8%
s	11167	6.3%
o	10516	6.0%
a	9903	5.6%
t	6612	3.7%
Other values (44)	47947	27.2%

length_of_stay_hours
Real number (ℝ)

Skewed

Distinct	2362
Distinct (%)	33.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1367359

Minimum	0.25
Maximum	1464.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0.25
5-th percentile	0.25
Q1	0.25
median	0.82472222
Q3	2.7666667
95-th percentile	3.9166667
Maximum	1464.25
Range	1464
Interquartile range (IQR)	2.5166667

Descriptive statistics

Standard deviation	28.096415
Coefficient of variation (CV)	8.9572141
Kurtosis	1290.9365
Mean	3.1367359
Median Absolute Deviation (MAD)	0.57472222
Skewness	31.335771
Sum	22110.852
Variance	789.40856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.25	2075	29.4%
1	253	3.6%
24	27	0.4%
3.05	26	0.4%
2.433333333	23	0.3%
3.233333333	22	0.3%
3.266666667	22	0.3%
2.4	21	0.3%
3.7	21	0.3%
2.733333333	21	0.3%
Other values (2352)	4538	64.4%

Value	Count	Frequency (%)
0.25	2075	29.4%
0.2511111111	1	< 0.1%
0.2513888889	1	< 0.1%
0.2516666667	1	< 0.1%
0.2522222222	1	< 0.1%
0.2527777778	1	< 0.1%
0.2533333333	1	< 0.1%
0.2541666667	1	< 0.1%
0.2544444444	1	< 0.1%
0.2547222222	2	< 0.1%

Value	Count	Frequency (%)
1464.25	1	< 0.1%
816.25	1	< 0.1%
720.25	1	< 0.1%
624	1	< 0.1%
591.0502778	1	< 0.1%
528	1	< 0.1%
336.25	1	< 0.1%
312.7402778	1	< 0.1%
312.25	3	< 0.1%
275.5919444	1	< 0.1%

birthdate
Date

Distinct	100
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

Minimum	1914-03-03 00:00:00
Maximum	2023-03-01 00:00:00

Histogram with fixed size bins (bins=50)

marital
Categorical

High correlation

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

M	3670
Unknown	1432
D	1169
S	602
W	176

Length

Max length	7
Median length	1
Mean length	2.2188963
Min length	1

Characters and Unicode

Total characters	15641
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	3670	52.1%
Unknown	1432	20.3%
D	1169	16.6%
S	602	8.5%
W	176	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	3670	52.1%
unknown	1432	20.3%
d	1169	16.6%
s	602	8.5%
w	176	2.5%

Most occurring characters

Value	Count	Frequency (%)
n	4296	27.5%
M	3670	23.5%
U	1432	9.2%
k	1432	9.2%
o	1432	9.2%
w	1432	9.2%
D	1169	7.5%
S	602	3.8%
W	176	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15641	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	4296	27.5%
M	3670	23.5%
U	1432	9.2%
k	1432	9.2%
o	1432	9.2%
w	1432	9.2%
D	1169	7.5%
S	602	3.8%
W	176	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15641	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	4296	27.5%
M	3670	23.5%
U	1432	9.2%
k	1432	9.2%
o	1432	9.2%
w	1432	9.2%
D	1169	7.5%
S	602	3.8%
W	176	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15641	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	4296	27.5%
M	3670	23.5%
U	1432	9.2%
k	1432	9.2%
o	1432	9.2%
w	1432	9.2%
D	1169	7.5%
S	602	3.8%
W	176	1.1%

race
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

white	5191
asian	1098
other	484
black	249
native	27

Length

Max length	6
Median length	5
Mean length	5.0038303
Min length	5

Characters and Unicode

Total characters	35272
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	white
2nd row	white
3rd row	white
4th row	white
5th row	white

Common Values

Value	Count	Frequency (%)
white	5191	73.6%
asian	1098	15.6%
other	484	6.9%
black	249	3.5%
native	27	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
white	5191	73.6%
asian	1098	15.6%
other	484	6.9%
black	249	3.5%
native	27	0.4%

Most occurring characters

Value	Count	Frequency (%)
i	6316	17.9%
e	5702	16.2%
t	5702	16.2%
h	5675	16.1%
w	5191	14.7%
a	2472	7.0%
n	1125	3.2%
s	1098	3.1%
o	484	1.4%
r	484	1.4%
Other values (5)	1023	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	35272	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6316	17.9%
e	5702	16.2%
t	5702	16.2%
h	5675	16.1%
w	5191	14.7%
a	2472	7.0%
n	1125	3.2%
s	1098	3.1%
o	484	1.4%
r	484	1.4%
Other values (5)	1023	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	35272	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6316	17.9%
e	5702	16.2%
t	5702	16.2%
h	5675	16.1%
w	5191	14.7%
a	2472	7.0%
n	1125	3.2%
s	1098	3.1%
o	484	1.4%
r	484	1.4%
Other values (5)	1023	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	35272	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6316	17.9%
e	5702	16.2%
t	5702	16.2%
h	5675	16.1%
w	5191	14.7%
a	2472	7.0%
n	1125	3.2%
s	1098	3.1%
o	484	1.4%
r	484	1.4%
Other values (5)	1023	2.9%

ethnicity
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

nonhispanic	6386
hispanic	663

Length

Max length	11
Median length	11
Mean length	10.717832
Min length	8

Characters and Unicode

Total characters	75550
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nonhispanic
2nd row	nonhispanic
3rd row	nonhispanic
4th row	nonhispanic
5th row	nonhispanic

Common Values

Value	Count	Frequency (%)
nonhispanic	6386	90.6%
hispanic	663	9.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nonhispanic	6386	90.6%
hispanic	663	9.4%

Most occurring characters

Value	Count	Frequency (%)
n	19821	26.2%
i	14098	18.7%
h	7049	9.3%
s	7049	9.3%
a	7049	9.3%
p	7049	9.3%
c	7049	9.3%
o	6386	8.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	75550	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	19821	26.2%
i	14098	18.7%
h	7049	9.3%
s	7049	9.3%
a	7049	9.3%
p	7049	9.3%
c	7049	9.3%
o	6386	8.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	75550	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	19821	26.2%
i	14098	18.7%
h	7049	9.3%
s	7049	9.3%
a	7049	9.3%
p	7049	9.3%
c	7049	9.3%
o	6386	8.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	75550	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	19821	26.2%
i	14098	18.7%
h	7049	9.3%
s	7049	9.3%
a	7049	9.3%
p	7049	9.3%
c	7049	9.3%
o	6386	8.5%

gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

F	3736
M	3313

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	7049
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
F	3736	53.0%
M	3313	47.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
f	3736	53.0%
m	3313	47.0%

Most occurring characters

Value	Count	Frequency (%)
F	3736	53.0%
M	3313	47.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7049	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
F	3736	53.0%
M	3313	47.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7049	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
F	3736	53.0%
M	3313	47.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7049	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
F	3736	53.0%
M	3313	47.0%

income
Real number (ℝ)

High correlation

Distinct	100
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	111813.19

Minimum	7361
Maximum	816851
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	7361
5-th percentile	16969
Q1	61016
median	90297
Q3	118047
95-th percentile	189277
Maximum	816851
Range	809490
Interquartile range (IQR)	57031

Descriptive statistics

Standard deviation	125542.18
Coefficient of variation (CV)	1.122785
Kurtosis	18.539338
Mean	111813.19
Median Absolute Deviation (MAD)	27965
Skewness	4.1059595
Sum	7.8817121 × 10⁸
Variance	1.5760839 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92537	750	10.6%
189277	700	9.9%
82922	546	7.7%
90297	460	6.5%
63727	252	3.6%
35860	248	3.5%
118047	243	3.4%
95344	157	2.2%
72413	141	2.0%
742063	115	1.6%
Other values (90)	3437	48.8%

Value	Count	Frequency (%)
7361	90	1.3%
7873	17	0.2%
8615	56	0.8%
8752	45	0.6%
10135	11	0.2%
10682	40	0.6%
12128	44	0.6%
16969	61	0.9%
17382	72	1.0%
18258	31	0.4%

Value	Count	Frequency (%)
816851	56	0.8%
762068	24	0.3%
742063	115	1.6%
550030	27	0.4%
545255	8	0.1%
198522	28	0.4%
198442	34	0.5%
189277	700	9.9%
188023	77	1.1%
179090	68	1.0%

income_category
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

high-income	3721
medium-income	1833
low-income	1495

Length

Max length	13
Median length	11
Mean length	11.307987
Min length	10

Characters and Unicode

Total characters	79710
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	high-income
2nd row	high-income
3rd row	high-income
4th row	high-income
5th row	high-income

Common Values

Value	Count	Frequency (%)
high-income	3721	52.8%
medium-income	1833	26.0%
low-income	1495	21.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
high-income	3721	52.8%
medium-income	1833	26.0%
low-income	1495	21.2%

Most occurring characters

Value	Count	Frequency (%)
i	12603	15.8%
m	10715	13.4%
e	8882	11.1%
o	8544	10.7%
h	7442	9.3%
-	7049	8.8%
n	7049	8.8%
c	7049	8.8%
g	3721	4.7%
d	1833	2.3%
Other values (3)	4823	6.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	79710	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	12603	15.8%
m	10715	13.4%
e	8882	11.1%
o	8544	10.7%
h	7442	9.3%
-	7049	8.8%
n	7049	8.8%
c	7049	8.8%
g	3721	4.7%
d	1833	2.3%
Other values (3)	4823	6.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	79710	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	12603	15.8%
m	10715	13.4%
e	8882	11.1%
o	8544	10.7%
h	7442	9.3%
-	7049	8.8%
n	7049	8.8%
c	7049	8.8%
g	3721	4.7%
d	1833	2.3%
Other values (3)	4823	6.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	79710	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	12603	15.8%
m	10715	13.4%
e	8882	11.1%
o	8544	10.7%
h	7442	9.3%
-	7049	8.8%
n	7049	8.8%
c	7049	8.8%
g	3721	4.7%
d	1833	2.3%
Other values (3)	4823	6.1%

age_of_patient
Real number (ℝ)

High correlation

Distinct	4749
Distinct (%)	67.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.005397

Minimum	0
Maximum	110.04384
Zeros	11
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	55.2 KiB

Quantile statistics

Minimum	0
5-th percentile	6.769863
Q1	25.871233
median	49.134247
Q3	67.775342
95-th percentile	79.547397
Maximum	110.04384
Range	110.04384
Interquartile range (IQR)	41.90411

Descriptive statistics

Standard deviation	23.919491
Coefficient of variation (CV)	0.5088669
Kurtosis	-1.026738
Mean	47.005397
Median Absolute Deviation (MAD)	19.739726
Skewness	-0.25318775
Sum	331341.05
Variance	572.14204
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.16164384	73	1.0%
19.17808219	28	0.4%
22.1890411	27	0.4%
12.0630137	23	0.3%
9.01369863	22	0.3%
11.04657534	22	0.3%
17.14520548	21	0.3%
13.07945205	21	0.3%
10.03013699	20	0.3%
25.2	20	0.3%
Other values (4739)	6772	96.1%

Value	Count	Frequency (%)
0	11	0.2%
0.05479452055	1	< 0.1%
0.09589041096	11	0.2%
0.101369863	1	< 0.1%
0.1150684932	1	< 0.1%
0.2465753425	1	< 0.1%
0.2684931507	12	0.2%
0.4410958904	12	0.2%
0.4602739726	1	< 0.1%
0.4931506849	1	< 0.1%

Value	Count	Frequency (%)
110.0438356	1	< 0.1%
110.0054795	1	< 0.1%
108.9890411	1	< 0.1%
108.6876712	1	< 0.1%
108.0109589	1	< 0.1%
107.9726027	1	< 0.1%
107.6931507	2	< 0.1%
107.3780822	1	< 0.1%
107.339726	1	< 0.1%
107.309589	1	< 0.1%

age_category
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.2 KiB

adult	3979
senior	2025
children	1045

Length

Max length	8
Median length	5
Mean length	5.7320187
Min length	5

Characters and Unicode

Total characters	40405
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	adult
2nd row	adult
3rd row	adult
4th row	adult
5th row	adult

Common Values

Value	Count	Frequency (%)
adult	3979	56.4%
senior	2025	28.7%
children	1045	14.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
adult	3979	56.4%
senior	2025	28.7%
children	1045	14.8%

Most occurring characters

Value	Count	Frequency (%)
d	5024	12.4%
l	5024	12.4%
a	3979	9.8%
u	3979	9.8%
t	3979	9.8%
e	3070	7.6%
n	3070	7.6%
i	3070	7.6%
r	3070	7.6%
s	2025	5.0%
Other values (3)	4115	10.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	40405	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	5024	12.4%
l	5024	12.4%
a	3979	9.8%
u	3979	9.8%
t	3979	9.8%
e	3070	7.6%
n	3070	7.6%
i	3070	7.6%
r	3070	7.6%
s	2025	5.0%
Other values (3)	4115	10.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	40405	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	5024	12.4%
l	5024	12.4%
a	3979	9.8%
u	3979	9.8%
t	3979	9.8%
e	3070	7.6%
n	3070	7.6%
i	3070	7.6%
r	3070	7.6%
s	2025	5.0%
Other values (3)	4115	10.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	40405	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	5024	12.4%
l	5024	12.4%
a	3979	9.8%
u	3979	9.8%
t	3979	9.8%
e	3070	7.6%
n	3070	7.6%
i	3070	7.6%
r	3070	7.6%
s	2025	5.0%
Other values (3)	4115	10.2%

Interactions

Correlations

	age_category	age_of_patient	base_encounter_cost	code	description	encounter_class	ethnicity	gender	income	income_category	length_of_stay_hours	marital	payer_coverage	payer_id	race	total_claim_cost
age_category	1.000	0.909	0.281	0.575	0.575	0.242	0.213	0.271	0.328	0.200	0.018	0.620	0.092	0.504	0.317	0.096
age_of_patient	0.909	1.000	-0.366	-0.164	0.320	0.152	0.331	0.489	0.220	0.340	0.410	0.540	0.246	0.314	0.486	-0.063
base_encounter_cost	0.281	-0.366	1.000	0.173	0.824	0.861	0.172	0.211	-0.091	0.134	-0.428	0.168	0.003	0.197	0.121	0.169
code	0.575	-0.164	0.173	1.000	1.000	0.879	0.299	0.366	0.012	0.262	-0.218	0.353	0.162	0.250	0.234	0.211
description	0.575	0.320	0.824	1.000	1.000	0.879	0.299	0.366	0.226	0.262	0.453	0.353	0.372	0.250	0.234	0.444
encounter_class	0.242	0.152	0.861	0.879	0.879	1.000	0.112	0.131	0.129	0.148	0.410	0.157	0.092	0.135	0.126	0.103
ethnicity	0.213	0.331	0.172	0.299	0.299	0.112	1.000	0.152	0.215	0.058	0.000	0.161	0.131	0.335	0.174	0.117
gender	0.271	0.489	0.211	0.366	0.366	0.131	0.152	1.000	0.464	0.203	0.018	0.327	0.148	0.340	0.440	0.148
income	0.328	0.220	-0.091	0.012	0.226	0.129	0.215	0.464	1.000	0.707	0.103	0.211	0.035	0.420	0.283	-0.004
income_category	0.200	0.340	0.134	0.262	0.262	0.148	0.058	0.203	0.707	1.000	0.000	0.217	0.048	0.606	0.254	0.041
length_of_stay_hours	0.018	0.410	-0.428	-0.218	0.453	0.410	0.000	0.018	0.103	0.000	1.000	0.000	0.266	0.000	0.000	0.303
marital	0.620	0.540	0.168	0.353	0.353	0.157	0.161	0.327	0.211	0.217	0.000	1.000	0.047	0.310	0.312	0.059
payer_coverage	0.092	0.246	0.003	0.162	0.372	0.092	0.131	0.148	0.035	0.048	0.266	0.047	1.000	0.082	0.042	0.616
payer_id	0.504	0.314	0.197	0.250	0.250	0.135	0.335	0.340	0.420	0.606	0.000	0.310	0.082	1.000	0.247	0.073
race	0.317	0.486	0.121	0.234	0.234	0.126	0.174	0.440	0.283	0.254	0.000	0.312	0.042	0.247	1.000	0.041
total_claim_cost	0.096	-0.063	0.169	0.211	0.444	0.103	0.117	0.148	-0.004	0.041	0.303	0.059	0.616	0.073	0.041	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	encounter_id	start_time	stop_time	patient_id	organization_id	provider_id	payer_id	encounter_class	code	description	base_encounter_cost	total_claim_cost	payer_coverage	reason_code	reason_description	length_of_stay_hours	birthdate	marital	race	ethnicity	gender	income	income_category	age_of_patient	age_category
0	294d0dab-907e-8fce-7a47-0c0d322a5734	2012-04-01 09:04:48	2012-04-01 10:02:47	30a6452c-4297-a1ac-977a-6a23237c7b46	f2068cee-c75c-321d-9b2c-c33535db89c9	c3d07214-c20f-3f33-ad41-0e55adf5b024	d31fccc3-1767-390d-966a-22a5156f4219	wellness	162673000	General examination of patient (procedure)	136.80	1567.00	87.20	Unknown	Unknown	0.966389	1994-02-06	M	white	nonhispanic	M	100511	high-income	18.161644	adult
1	2ccec874-cbaa-e280-7abb-f2bc2b603961	2013-04-07 09:04:48	2013-04-07 09:55:49	30a6452c-4297-a1ac-977a-6a23237c7b46	f2068cee-c75c-321d-9b2c-c33535db89c9	c3d07214-c20f-3f33-ad41-0e55adf5b024	d31fccc3-1767-390d-966a-22a5156f4219	wellness	162673000	General examination of patient (procedure)	136.80	704.20	0.00	Unknown	Unknown	0.850278	1994-02-06	M	white	nonhispanic	M	100511	high-income	19.178082	adult
2	953c5138-ce17-4084-3432-1ac23f184528	2015-09-28 09:04:48	2015-09-28 11:02:48	30a6452c-4297-a1ac-977a-6a23237c7b46	db106514-f254-3402-b6a4-6d210c78c7e2	2c4b7d17-0ded-3e16-b5eb-6dda1d6a81bb	d31fccc3-1767-390d-966a-22a5156f4219	emergency	50849002	Emergency room admission (procedure)	146.18	1008.98	0.00	125605004.0	Fracture of bone (disorder)	1.966667	1994-02-06	M	white	nonhispanic	M	100511	high-income	21.654795	adult
3	17dd3b88-0b85-2b6f-c342-c9d6cf5315cb	2015-10-31 11:02:48	2015-10-31 11:17:48	30a6452c-4297-a1ac-977a-6a23237c7b46	f8918a95-31e8-3ac4-8d12-29ca6080ebda	b4d9fbc9-fdca-369d-bbba-019479923f08	d31fccc3-1767-390d-966a-22a5156f4219	ambulatory	185349003	Encounter for check up (procedure)	85.55	85.55	3.95	359817006.0	Closed fracture of hip (disorder)	0.250000	1994-02-06	M	white	nonhispanic	M	100511	high-income	21.745205	adult
4	0b03e41b-06a6-66fa-b972-acc5a83b134a	2016-04-10 09:04:48	2016-04-10 10:00:45	30a6452c-4297-a1ac-977a-6a23237c7b46	f2068cee-c75c-321d-9b2c-c33535db89c9	c3d07214-c20f-3f33-ad41-0e55adf5b024	d31fccc3-1767-390d-966a-22a5156f4219	wellness	162673000	General examination of patient (procedure)	136.80	2039.18	464.94	Unknown	Unknown	0.932500	1994-02-06	M	white	nonhispanic	M	100511	high-income	22.189041	adult
5	1617912a-d228-1f6c-ed9b-d8fb39ef0a32	2016-04-24 09:04:48	2016-04-24 11:43:25	30a6452c-4297-a1ac-977a-6a23237c7b46	f8918a95-31e8-3ac4-8d12-29ca6080ebda	b4d9fbc9-fdca-369d-bbba-019479923f08	d31fccc3-1767-390d-966a-22a5156f4219	ambulatory	185349003	Encounter for check up (procedure)	85.55	3105.35	2484.28	66383009.0	Gingivitis (disorder)	2.643611	1994-02-06	M	white	nonhispanic	M	100511	high-income	22.227397	adult
6	3606e65a-a4da-810c-ef6b-ddbf6da17952	1986-10-07 19:07:21	1986-10-07 19:38:44	34a4dcc4-35fb-6ad5-ab98-be285c586a4f	69eae27b-7445-3652-bd34-b535abe0b011	d9d8f8b4-ecbb-3cd1-be3e-96eb5b6058fc	e03e23c9-4df1-3eb6-a62d-f70f02301496	wellness	162673000	General examination of patient (procedure)	136.80	704.20	0.00	Unknown	Unknown	0.523056	1968-08-06	D	white	nonhispanic	M	49737	medium-income	18.180822	adult
7	24f50776-1be9-9789-ba60-03447528a47c	1990-10-16 19:07:21	1990-10-16 19:54:58	34a4dcc4-35fb-6ad5-ab98-be285c586a4f	9ed61c49-1d0c-3774-b528-d75b50938fe2	e68afc41-8284-37b0-8584-3b07e32cc5ff	e03e23c9-4df1-3eb6-a62d-f70f02301496	wellness	162673000	General examination of patient (procedure)	136.80	1130.48	0.00	Unknown	Unknown	0.793611	1968-08-06	D	white	nonhispanic	M	49737	medium-income	22.208219	adult
8	cc632c61-54a0-35f6-be9f-879875d14c4f	1996-10-22 19:07:21	1996-10-22 19:48:17	34a4dcc4-35fb-6ad5-ab98-be285c586a4f	9ed61c49-1d0c-3774-b528-d75b50938fe2	e68afc41-8284-37b0-8584-3b07e32cc5ff	e03e23c9-4df1-3eb6-a62d-f70f02301496	wellness	162673000	General examination of patient (procedure)	136.80	1139.50	0.00	Unknown	Unknown	0.682222	1968-08-06	D	white	nonhispanic	M	49737	medium-income	28.230137	adult
9	dd83e406-eae2-49dc-734e-06d34594f3df	1999-10-26 19:07:21	1999-10-26 19:49:13	34a4dcc4-35fb-6ad5-ab98-be285c586a4f	9ed61c49-1d0c-3774-b528-d75b50938fe2	e68afc41-8284-37b0-8584-3b07e32cc5ff	e03e23c9-4df1-3eb6-a62d-f70f02301496	wellness	162673000	General examination of patient (procedure)	136.80	996.16	0.00	Unknown	Unknown	0.697778	1968-08-06	D	white	nonhispanic	M	49737	medium-income	31.241096	adult

	encounter_id	start_time	stop_time	patient_id	organization_id	provider_id	payer_id	encounter_class	code	description	base_encounter_cost	total_claim_cost	payer_coverage	reason_code	reason_description	length_of_stay_hours	birthdate	marital	race	ethnicity	gender	income	income_category	age_of_patient	age_category
7039	4eab68ea-1c42-edd6-c666-0a4d63cad726	2022-08-14 23:42:23	2022-08-14 23:57:23	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	be895734-2bc8-387a-8897-7023aee72926	1753cdbb-bc77-3db4-9bed-1e9de82bf81a	a735bf55-83e9-331a-899d-a82a60b9f60c	home	439708006	Home visit (procedure)	128.53	559.93	447.94	1871000124103.0	Transition from acute care to home-health care (finding)	0.250000	1951-11-22	S	asian	nonhispanic	F	92537	high-income	70.775342	senior
7040	774b8459-cd26-5ac2-bef3-f017d628b488	2022-08-15 23:42:23	2022-08-15 23:57:23	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	be895734-2bc8-387a-8897-7023aee72926	1753cdbb-bc77-3db4-9bed-1e9de82bf81a	a735bf55-83e9-331a-899d-a82a60b9f60c	home	439708006	Home visit (procedure)	128.53	991.33	793.06	1871000124103.0	Transition from acute care to home-health care (finding)	0.250000	1951-11-22	S	asian	nonhispanic	F	92537	high-income	70.778082	senior
7041	5db88eb9-408d-acaa-779e-e81fd70e81ec	2022-09-01 09:25:23	2022-09-01 10:06:37	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	936ceb96-2b12-371f-aa68-ee02a9c06f4c	6521da89-0296-38bd-b158-83ac049f380a	a735bf55-83e9-331a-899d-a82a60b9f60c	wellness	162673000	General examination of patient (procedure)	136.80	1291.56	1033.24	Unknown	Unknown	0.687222	1951-11-22	S	asian	nonhispanic	F	92537	high-income	70.824658	senior
7042	94cc3e70-aa21-8b87-b0c5-f7d12dafdd7b	2022-09-15 09:25:23	2022-09-15 15:23:15	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	0fedae9f-701f-3317-9b2f-69aea2202cdc	7c355076-7f52-398a-be6e-e77e8104c27c	a735bf55-83e9-331a-899d-a82a60b9f60c	ambulatory	185349003	Encounter for check up (procedure)	85.55	4830.95	3864.76	66383009.0	Gingivitis (disorder)	5.964444	1951-11-22	S	asian	nonhispanic	F	92537	high-income	70.863014	senior
7043	e3dfa401-6793-85f8-e430-bffb4d0aec1c	2023-09-07 09:25:23	2023-09-07 10:25:17	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	936ceb96-2b12-371f-aa68-ee02a9c06f4c	6521da89-0296-38bd-b158-83ac049f380a	a735bf55-83e9-331a-899d-a82a60b9f60c	wellness	162673000	General examination of patient (procedure)	136.80	914.78	546.52	Unknown	Unknown	0.998333	1951-11-22	S	asian	nonhispanic	F	92537	high-income	71.841096	senior
7044	f78b6556-fbfe-8cfe-1eec-48fb7eabf0df	2023-09-14 09:25:23	2023-09-14 10:42:09	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	0fedae9f-701f-3317-9b2f-69aea2202cdc	7c355076-7f52-398a-be6e-e77e8104c27c	a735bf55-83e9-331a-899d-a82a60b9f60c	ambulatory	185347001	Encounter for problem (procedure)	85.55	1379.75	1103.80	37320007.0	Loss of teeth (disorder)	1.279444	1951-11-22	S	asian	nonhispanic	F	92537	high-income	71.860274	senior
7045	6024e199-9bdd-7ada-8ffb-a53ab3eb106d	2023-09-28 10:42:09	2023-09-28 11:18:58	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	0fedae9f-701f-3317-9b2f-69aea2202cdc	7c355076-7f52-398a-be6e-e77e8104c27c	a735bf55-83e9-331a-899d-a82a60b9f60c	ambulatory	390906007	Follow-up encounter (procedure)	85.55	516.95	413.56	37320007.0	Loss of teeth (disorder)	0.613611	1951-11-22	S	asian	nonhispanic	F	92537	high-income	71.898630	senior
7046	03a0d6f1-5131-1f41-35bb-c965b63a3ebd	2024-04-14 09:25:23	2024-04-14 10:25:23	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	fe30f2b4-9bc8-346e-afba-4455d1766545	24c044b1-9803-3ce7-8bf4-4222e4ea7074	a735bf55-83e9-331a-899d-a82a60b9f60c	emergency	32485007	Hospital admission (procedure)	146.18	146.18	0.00	95417003.0	Primary fibromyalgia syndrome (disorder)	1.000000	1951-11-22	S	asian	nonhispanic	F	92537	high-income	72.443836	senior
7047	3f31f856-ac64-df94-45b2-9710c15536f8	2024-09-12 09:25:23	2024-09-12 10:13:03	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	936ceb96-2b12-371f-aa68-ee02a9c06f4c	6521da89-0296-38bd-b158-83ac049f380a	a735bf55-83e9-331a-899d-a82a60b9f60c	wellness	162673000	General examination of patient (procedure)	136.80	1816.64	1387.55	Unknown	Unknown	0.794444	1951-11-22	S	asian	nonhispanic	F	92537	high-income	72.857534	senior
7048	8fb043ba-08be-2a3a-1011-c3019f2b7d07	2024-09-26 09:25:23	2024-09-26 16:31:42	f339a5f7-0b09-3072-2b01-7c8e8ca2c1fc	0fedae9f-701f-3317-9b2f-69aea2202cdc	7c355076-7f52-398a-be6e-e77e8104c27c	a735bf55-83e9-331a-899d-a82a60b9f60c	ambulatory	185349003	Encounter for check up (procedure)	85.55	4830.95	3864.76	66383009.0	Gingivitis (disorder)	7.105278	1951-11-22	S	asian	nonhispanic	F	92537	high-income	72.895890	senior

Overview

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Most occurring scripts

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